{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 从零手搓中文大模型｜🚀Day02"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 原本是计划直接进入「**数据处理**」阶段的，但由于实在精力有限，就拆成两期：这次先说说`Tokenizer`，下一期说**数据处理**。\n",
    ">\n",
    "> 由于`Tokenizer`的训练算是一个相对独立的过程，且训练相对来说比较简单，因此我也打算偷懒先用国内大厂开源的，之后有时间再自己训练实现一个。\n",
    ">\n",
    "> 其实**分词器**这块的内容经常容易被大家忽略，但实际上是非常重要的，因为它直接决定了模型的输入，进而影响到模型的训练效果。\n",
    ">\n",
    "> 这部分内容我自己此前也没怎么深入研究过，所以这次也是一边学习一边写，权当补课了，如果有错误的地方，欢迎指正。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tokenizer选择"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**tokenization**是大模型训练的第一步，是将文本转换为模型可以理解的数字表示（后面也能反向decode回来）。\n",
    "\n",
    "其中目前比较主流的是[BPE(Byte Pair Encoding)](https://zhuanlan.zhihu.com/p/424631681)（详细的介绍可以参考链接文章，下面通过例子简单介绍一下原理）。\n",
    "\n",
    "**BPE**是一种简单的数据压缩形式，这种方法用数据中不存在的一个字节表示最常出现的连续字节数据。这样的替换需要重建全部原始数据。\n",
    "\n",
    "### BPE简介\n",
    "\n",
    "假设我们要编码如下数据\n",
    "\n",
    "> aaabdaaabac\n",
    "\n",
    "字节对“aa”出现次数最多，所以我们用数据中没有出现的字节“Z”替换“aa”得到替换表\n",
    "\n",
    "> Z <- aa\n",
    "\n",
    "数据转变为\n",
    "\n",
    "> ZabdZabac\n",
    "\n",
    "在这个数据中，字节对“Za”出现的次数最多，我们用另外一个字节“Y”来替换它（这种情况下由于所有的“Z”都将被替换，所以也可以用“Z”来替换“Za”），得到替换表以及数据\n",
    "\n",
    "> Z <- aa\n",
    "> Y <- Za\n",
    "\n",
    "> YbdYbac\n",
    "\n",
    "我们再次替换最常出现的字节对得到：\n",
    "\n",
    "> Z <- aa\n",
    "> Y <- Za\n",
    "> X <- Yb\n",
    "\n",
    "> XdXac\n",
    "\n",
    "由于不再有重复出现的字节对，所以这个数据不能再被进一步压缩。\n",
    "\n",
    "解压的时候，就是按照相反的顺序执行替换过程。\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://erxuanyi-1257355350.cos.ap-beijing.myqcloud.com/202408201349411.jpeg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 测试Tokenizer(以ChatGLM3-6B的tokenizer为例)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting eos_token is not supported, use the default one.\n",
      "Setting pad_token is not supported, use the default one.\n",
      "Setting unk_token is not supported, use the default one.\n"
     ]
    }
   ],
   "source": [
    "from transformers import AutoTokenizer\n",
    "\n",
    "tokenizer = AutoTokenizer.from_pretrained(\"THUDM/chatglm3-6b\", trust_remote_code=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'input_ids': [64790, 64792, 30910, 36037, 32882], 'attention_mask': [1, 1, 1, 1, 1], 'position_ids': [0, 1, 2, 3, 4]}\n"
     ]
    }
   ],
   "source": [
    "print(tokenizer(\"这是一个测试\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "反编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[gMASK] sop 这是一个测试\n"
     ]
    }
   ],
   "source": [
    "print(tokenizer.decode(tokenizer(\"这是一个测试\")[\"input_ids\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "⚠️这里可以发现反向解码的时候，多出来了`[gMASK]`和`sop`这两个「奇怪」的token，原因下面会讲到。\n",
    "\n",
    "我们看看词表的大小："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "64798\n"
     ]
    }
   ],
   "source": [
    "print(tokenizer.vocab_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里我们写一个函数，针对数据集里的一行`json`文本做处理，得到整行中文文本的编码数组。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "\n",
    "def process_line(line, tokenizer, add_eos=True, dtype=np.uint16):\n",
    "    js = json.loads(line)\n",
    "    story = js[\"story_zh\"]\n",
    "    story = tokenizer.encode(story, add_special_tokens=False)\n",
    "    if add_eos:\n",
    "        story.append(tokenizer.eos_token_id)\n",
    "    # 这里可以用np.unint16，因为我们的vocab_size是小于65536的\n",
    "    arr = np.array(story, dtype=dtype)\n",
    "    return arr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "❗️这里有几个需要注意的点：\n",
    "- `add_special_tokens`参数的作用是添加特殊token。\n",
    "  是chatglm自定义的例如[gMASK]/sop，属于glm架构里特有的（可以参考[这里](https://github.com/THUDM/ChatGLM3/issues/183)）。\n",
    "  \n",
    "  由于我们后续并不使用glm的架构，因此这里不需要添加，**直接设置为False**。\n",
    "- 需要在末尾加上`eos`标记对应的token_id。\n",
    "- chatglm3-6b使用的词表大小为`64798`，刚好在uint16的表示范围内，所以上面我们给numpy.array设置了`dtype=np.uint16`。\n",
    "\n",
    "拿一行测试一下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[30910 56623 56623 54542 50154 31761 31155 31633 31815 54534 32693 54662\n",
      " 55409 31155 35632 31123 31633 34383 57427 47658 54578 34518 31623 55567\n",
      " 55226 31155 56623 56623 54695 39887 32437 55567 55226 31155 54790 41309\n",
      " 52624 31123 56856 32660 55567 55226 31155    13 30955 54834 54546 31123\n",
      " 54613 31404 30955 36213 31155 54613 36660 54563 54834 43881 32024 31155\n",
      " 56623 56623 32707 54657 33436 31155 54790 54937 56567 40714 31123 38502\n",
      " 56653 55483 31155    13 54613 32984 56623 56623 31155 54572 31897 54790\n",
      " 54657 35245 31155 36551 54695 56567 55567 55226 31155 33152 56623 56623\n",
      " 51556 31797 39055 31155 31694 56623 56623 31631 51556 31155 54790 54937\n",
      " 56567 54937 54929 31155 54790 55409 40915 34492 54537 31155    13 30955\n",
      " 54546 32591 56567 55567 55226 55398 31123 56623 56623 31514 30955 54613\n",
      " 54761 31155 56623 56623 54721 33906 31804 54887 31155 54790 46977 56567\n",
      " 55567 55226 31155 54613 31897 32960 54597 31155 54572 54942 34675 31155\n",
      "    13 56623 56623 56567 40915 54589 31123 36467 33501 31155 54790 54708\n",
      " 55567 55226 54547 57456 32246 31123 36712 34245 31155 54790 56901 55328\n",
      " 54537 55673 31155 54790 56399 37247 31155    13 30955 58394 56657 31123\n",
      " 58394 56657 31123 58394 56657 31404 30955 36213 31155 35957 55227 54613\n",
      " 31155 54790 31772 47554 31934 54790 31155 54688 54613 33551 33892 31155\n",
      " 54572 34247 31155    13 56623 56623 32707 54657 52992 31155 54790 31772\n",
      " 54790 54558 54542 54613 32097 55567 55226 31155 54790 31772 33152 33892\n",
      " 37322 54790 31155 54790 54531 60337 54531 57635 54563 35220 52624 31155\n",
      " 54790 31857 33277 32086 44829 49102 54547 31155 35328 43352 41147 31155\n",
      " 54572 42393 32233 31155    13 56623 56623 40466 31155 54790 31897 54613\n",
      " 33058 31155 54790 55947 32660 31804 41147 31155 54790 31772 38711 33857\n",
      " 31155 54790 54695 37300 31155 54790 54695 32462 31705 31761 31155     2]\n",
      "莉莉和本是朋友。他们喜欢在公园里玩。有一天，他们在一棵大树下看到了一个秋千。莉莉想试试那个秋千。她跑到树下，爬上了秋千。\n",
      "\"推我，本！\"她说。本轻轻地推了她一下。莉莉感到很开心。她越荡越高，笑着喊叫。\n",
      "本看着莉莉。他觉得她很可爱。他也想荡秋千。他在莉莉停下来之后等着。但是莉莉没有停下来。她越荡越快。她玩得太高兴了。\n",
      "\"我也可以荡秋千吗，莉莉？\"本问。莉莉没听到他的话。她忙着荡秋千。本觉得很难过。他走开了。\n",
      "莉莉荡得太高，失去了平衡。她从秋千上摔下来，落在地上。她扭伤了脚。她哭了起来。\n",
      "\"哎呀，哎呀，哎呀！\"她说。她在找本。她希望他能帮助她。但本不在那里。他走了。\n",
      "莉莉感到很抱歉。她希望她能和本分享秋千。她希望他在那里拥抱她。她一瘸一拐地走到树下。她看到有什么东西挂在树枝上。那是本的帽子。他留给她的。\n",
      "莉莉笑了。她觉得本很好。她戴上了他的帽子。她希望他会回来。她想道歉。她想再次成为朋友。\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "with open(\"../../Data/TinyStoriesChinese/raw_data/train/data00_zh.jsonl\", \"r\") as f:\n",
    "    for line in f.readlines():\n",
    "        data = process_line(line, tokenizer)\n",
    "        print(data)\n",
    "        print(tokenizer.decode(data))\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 选择ChatGLM3-6B的tokenizer的原因\n",
    "\n",
    "该词表大小为`64798`，值得注意的是：这是一个很**妙**的数字，因为它<u>**刚好在uint16的表示范围（0～65535的无符号整数）**</u>，每一个token只需要两个字节即可表示。\n",
    "\n",
    "当我们的语料较大时候，相比常用的`int32`可以**节省一半的存储空间**。\n",
    "\n",
    "另外这里选择一个小尺寸的词表还有一个更重要的原因：我们后面的模型会选择一个小参数量的，如果词表过大，会导致**大部分参数被embedding层占用**，而无法训练出更好的模型。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小结\n",
    "1. 首先熟悉了一下`BPE`的原理\n",
    "2. 测试了一下`ChatGLM3-6B`的tokenizer\n",
    "3. 编写了一个函数，用于将一行json文本转换为token_id数组\n",
    "4. 解释了为什么选择`ChatGLM3-6B`的tokenizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
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